View Source Benchmarks

Below you find some Ultralytics yolo11 benchmarks of full pipeline (preprocess, run, postprocess with NMS). You can run benchmarks yourself on your machine with

mix run benchmarks/ultralytics_yolo.exs <EPS> <MODEL_PATH>
  • <EPS> is the mandatory first argument that should be one of: cpu, coreml, directml, cuda, or tensorrt.
  • <MODEL_PATH> is the required path to your ONNX file.

To set the proper Nx acceleration, configure your config/config.exs file with the appropriate backend.